What is the difference between classical MDS and non-metric MDS?

Classical MDS preserves exact distances using eigen decomposition, while non-metric MDS preserves only ranking of distances.

Classical MDS uses eigen decomposition of a centered distance matrix to directly compute coordinates. Non-metric MDS instead optimizes a stress function that preserves ordering of distances, making it more flexible but computationally expensive.